{"id":"W4376127052","doi":"10.1016/j.neuchi.2023.101446","title":"‘It is not the answer which enlightens, but the question’","year":2023,"lang":"en","type":"editorial","venue":"Neurochirurgie","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Health Sciences Centre; University of Alberta Hospital","funders":"","keywords":"Medicine; Microsurgery; Radiosurgery; Asymptomatic; Embolization; Surgery; Arteriovenous malformation; Radiation therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01717188,0.003761382,0.006692956,0.004526139,0.004783455,0.0113537,0.005856925,0.03555568,0.01181085],"category_scores_gemma":[0.08168021,0.002157138,0.003184302,0.002202509,0.006210341,0.0100037,0.002255518,0.0381827,0.01333482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004403693,"about_ca_system_score_gemma":0.006752361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004036168,"about_ca_topic_score_gemma":0.01008859,"domain_scores_codex":[0.9861147,0.004221103,0.002156815,0.001281959,0.005610481,0.0006149613],"domain_scores_gemma":[0.9221832,0.04743046,0.003865671,0.001446844,0.01925154,0.005822274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002811311,0.000008901283,0.00001642428,0.0003022485,0.00002146424,0.00005684635,0.00002052285,0.00001123258,0.00002005176,0.0003805545,0.9963412,0.002792527],"study_design_scores_gemma":[0.0001439828,0.00004231409,0.0002713904,0.00156709,0.0001289837,0.0003516928,0.0001351053,0.0001394893,0.00007239795,0.00289847,0.9941922,0.00005692995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001181101,0.006764248,0.00006643826,0.07166299,0.9207737,0.0000100529,0.00002412717,0.00002312661,0.0006635002],"genre_scores_gemma":[0.0001563722,0.003972063,0.0000764312,0.06506341,0.9278718,0.00001780674,0.00001238023,0.00001965315,0.002810156],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03555568,"threshold_uncertainty_score":0.09081465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02147428495974776,"score_gpt":0.312239565134945,"score_spread":0.2907652801751972,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}